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Methods and principles of selecting a subset of attributes for use in further modelling

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I think the problem may caused by correlation between your predictors and by non-linear dependiences. You could try computing Pearson $r$ linear-correlation indicator for checking each predictor-house …
answered Jan 30 '19 by maksylon